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AI stack

The infrastructure behind every growth system we ship.

We are platform-agnostic and outcome-obsessed. Tools earn their place by measurably improving quality, speed or cost, and every one of them sits behind the same governance layer.

Technology map

Five layers in one governed system.

Filter by layer to see what each part of the stack is responsible for inside a live engagement.

LLM

GPT-class LLMs

Intelligence

Strategy synthesis, research analysis and long-form reasoning

CL

Claude-class LLMs

Intelligence

Editorial drafting, brand-voice adherence and document review

VK

Vector knowledge base

Intelligence

Structured brand knowledge every agent retrieves from

AG

Custom agent framework

Intelligence

Specialist agents for research, outreach, QA and reporting

CS

AI content studio

Content & Creative

Briefing, drafting and repurposing across channels at scale

GI

Generative imaging

Content & Creative

On-brand visual concepts, variants and campaign creative

DS

Design system tooling

Content & Creative

Component libraries keeping every asset visually consistent

VM

Video & motion AI

Content & Creative

Short-form editing, subtitling and localisation pipelines

WF

Workflow orchestration

Automation

Event-driven pipelines connecting every platform in the stack

CA

Conversational agents

Automation

Website, WhatsApp and inbox agents that qualify and route

DA

Document automation

Automation

Proposals, reports and onboarding packs generated on trigger

CR

CRM platform

Demand & CRM

Single pipeline record with automated stage hygiene

AD

Ad platforms & feeds

Demand & CRM

Performance channels driven by first-party conversion signals

LM

Lifecycle messaging

Demand & CRM

Email, SMS and WhatsApp sequences personalised per segment

PA

Product & web analytics

Analytics

Behavioural data on how demand moves through the experience

AT

Attribution layer

Analytics

Channel-to-pipeline modelling with cost and ROI reporting

BI

BI dashboards

Analytics

Executive views of pipeline, CAC, conversion and hours saved

SE

SEO & search intelligence

Analytics

Demand mapping, ranking movement and content gap analysis

Governance layer

Capability is worthless without control.

Every AI workflow we deploy is wrapped in the same four controls, so security, legal and leadership can sign off with confidence.

Data boundaries

Defined rules for what client data enters which system, with retention and training settings documented per platform.

Human review gates

Nothing customer-facing publishes without a named human approval step recorded against the asset.

Versioned workflows

Prompts, agents and automations are versioned and change-logged, so behaviour is reproducible and reversible.

Model evaluation

We benchmark models against real client tasks and swap them when measured quality or cost changes, not when a launch trends.

We are not loyal to tools. We are loyal to the number they move.

From Brand to Benchmark

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